Opentelemetry SDK的简单用法

Opentelemetry SDK的简单用法

概述

Opentelemetry trace的简单架构图如下，客户端和服务端都需要启动一个traceProvider，主要用于将trace数据传输到registry(如jaeger、opencensus等)。client和server通过context将整个链路串起来。

traceProvider会周期性的将数据推送到Registry，默认是5s

func NewBatchSpanProcessor(exporter SpanExporter, options ...BatchSpanProcessorOption) SpanProcessor {
   ...
   o := BatchSpanProcessorOptions{
      BatchTimeout:       time.Duration(env.BatchSpanProcessorScheduleDelay(DefaultScheduleDelay)) * time.Millisecond,
      ExportTimeout:      time.Duration(env.BatchSpanProcessorExportTimeout(DefaultExportTimeout)) * time.Millisecond,
      MaxQueueSize:       maxQueueSize,
      MaxExportBatchSize: maxExportBatchSize,
   }
   ...
}

下面是官方提供的SDK，它实现了opentelemetry的API，也是操作opentelemetry所使用的基本库：

	tracesdk "go.opentelemetry.io/otel/sdk/trace"

创建TracerProvider

要使用trace，首先要创建一个TracerProvider，定义exporter以及相关属性。

使用全局TracerProvider

参数表示应用名称或代码库名称

var tracer = otel.Tracer("app_or_package_name")

创建TracerProvider

下面展示了使用Jaeger作为exporter的tracerProvider，其中包含两个概念：exporter和resource。前者为发送遥测数据的目的地，如jaeger、zepkin、opencensus等；后者通常用于添加非临时的底层元数据信息，如主机名，实例ID等。

// tracerProvider returns an OpenTelemetry TracerProvider configured to use
// the Jaeger exporter that will send spans to the provided url. The returned
// TracerProvider will also use a Resource configured with all the information
// about the application.
func tracerProvider(url string) (*tracesdk.TracerProvider, error) {
	// Create the Jaeger exporter
	exp, err := jaeger.New(jaeger.WithCollectorEndpoint(jaeger.WithEndpoint(url)))
	if err != nil {
		return nil, err
	}
	tp := tracesdk.NewTracerProvider(
		// Always be sure to batch in production.
		tracesdk.WithBatcher(exp),
		// Record information about this application in a Resource.
		tracesdk.WithResource(resource.NewWithAttributes(
			semconv.SchemaURL,
			semconv.ServiceNameKey.String(service),
			attribute.String("environment", environment),
			attribute.Int64("ID", id),
		)),
	)
	return tp, nil
}

可以使用如下方式创建resource，semconv包可以为资源属性提供规范化的名称。

// newResource returns a resource describing this application.
func newResource() *resource.Resource {
	r, _ := resource.Merge(
		resource.Default(),
		resource.NewWithAttributes(
			semconv.SchemaURL,
			semconv.ServiceNameKey.String("fib"),
			semconv.ServiceVersionKey.String("v0.1.0"),
			attribute.String("environment", "demo"),
		),
	)
	return r
}

注册tracerProvider

如果使用自定义的tracerProvider，需要将其注册为全局tracerProvider：

	tp, err := tracerProvider("http://localhost:14268/api/traces")
	if err != nil {
		log.Fatal(err)
	}

	// Register our TracerProvider as the global so any imported
	// instrumentation in the future will default to using it.
	otel.SetTracerProvider(tp)

启动tracerProvider

	tr := tp.Tracer("component-main")

	ctx, span := tr.Start(ctx, "foo")
	defer span.End()

关闭tracerProvider

当程序退出前，需要关闭tracerProvider，执行数据清理工作：

	ctx, cancel := context.WithCancel(context.Background())
	defer cancel()

    // Cleanly shutdown and flush telemetry when the application exits.
	defer func(ctx context.Context) {
		// Do not make the application hang when it is shutdown.
		ctx, cancel = context.WithTimeout(ctx, time.Second*5)
		defer cancel()
		if err := tp.Shutdown(ctx); err != nil {
			log.Fatal(err)
		}
	}(ctx)

span的简单用法

tracer会创建span，为了创建span，需要一个context.Context实例。该context通常来自于请求对象，或已经存在的父span。Go的context用于保存活动的span，当span启用后，就可以操作创建好的span以及其包含的已修改的上下文。当span结束后，其将成为不可变状态。

下面为从请求中获取span：

func httpHandler(w http.ResponseWriter, r *http.Request) {
	ctx, span := tracer.Start(r.Context(), "hello-span")
	defer span.End()

	// do some work to track with hello-span
}

获取当前span

// This context needs contain the active span you plan to extract.
ctx := context.TODO()
span := trace.SpanFromContext(ctx)

// Do something with the current span, optionally calling `span.End()` if you want it to en

创建嵌套的span

下面将childSpan嵌套在了parentSpan中，表示串行执行：

func parentFunction(ctx context.Context) {
	ctx, parentSpan := tracer.Start(ctx, "parent")
	defer parentSpan.End()

	// call the child function and start a nested span in there
	childFunction(ctx)

	// do more work - when this function ends, parentSpan will complete.
}

func childFunction(ctx context.Context) {
	// Create a span to track `childFunction()` - this is a nested span whose parent is `parentSpan`
	ctx, childSpan := tracer.Start(ctx, "child")
	defer childSpan.End()

	// do work here, when this function returns, childSpan will complete.
}

设置span相关的信息

添加属性

属性是一组key/value元数据，用于聚合、过滤以及对traces进行分组。

// setting attributes at creation...
ctx, span = tracer.Start(ctx, "attributesAtCreation", trace.WithAttributes(attribute.String("hello", "world")))
// ... and after creation
span.SetAttributes(attribute.Bool("isTrue", true), attribute.String("stringAttr", "hi!"))

可以使用如下方式预设置属性，然后再添加到span中：

var myKey = attribute.Key("myCoolAttribute")
span.SetAttributes(myKey.String("a value"))

注：trace的属性并不是随便定义的，它有一些特定的约束，参见官方约定以及uptrace总结的约束

添加事件

事件为可读的消息，表示在span的生命周期中"发生了某些事情"。例如，假设某个函数需要获取锁来访问互斥的资源时，可以在两个节点创建事件，一个是尝试访问资源时，另一个是获取到锁时。如：

span.AddEvent("Acquiring lock")
mutex.Lock()
span.AddEvent("Got lock, doing work...")
// do stuff
span.AddEvent("Unlocking")
mutex.Unlock()

事件的一个有用的特点是，它们的时间戳显示为从span开始的偏移量(即事件发生的真实时间)。

事件也可以配置属性：

span.AddEvent("Cancelled wait due to external signal", trace.WithAttributes(attribute.Int("pid", 4328), attribute.String("signal", "SIGHUP")))

设置span状态

通常用于表示操作是否有异常。默认状态为Unset，可以手动将其设置为Ok，但通常没必要这么做。

result, err := operationThatCouldFail()
if err != nil {
	span.SetStatus(codes.Error, "operationThatCouldFail failed")
}

记录错误

用于记录错误日志或调用栈等信息。强烈建议在使用RecordError的同时，通过SetStatus将span状态设置为Error：

result, err := operationThatCouldFail()
if err != nil {
	span.SetStatus(codes.Error, "operationThatCouldFail failed")
	span.RecordError(err)
}

完整代码

下面是对本地的一个函数bar生成trace信息：

func tracerProvider(url string) (*tracesdk.TracerProvider, error) {
	// Create the Jaeger exporter
	exp, err := jaeger.New(jaeger.WithCollectorEndpoint(jaeger.WithEndpoint(url)))
	if err != nil {
		return nil, err
	}
	tp := tracesdk.NewTracerProvider(
		// Always be sure to batch in production.
		tracesdk.WithBatcher(exp),
		// Record information about this application in a Resource.
		tracesdk.WithResource(resource.NewWithAttributes(
			semconv.SchemaURL,
			semconv.ServiceNameKey.String(service),
			attribute.String("environment", environment),
			attribute.Int64("ID", id),
		)),
	)
	return tp, nil
}

func main() {
	tp, err := tracerProvider("http://localhost:14268/api/traces")
	if err != nil {
		log.Fatal(err)
	}

	// Register our TracerProvider as the global so any imported
	// instrumentation in the future will default to using it.
	otel.SetTracerProvider(tp)

	ctx, cancel := context.WithCancel(context.Background())
	defer cancel()

	// Cleanly shutdown and flush telemetry when the application exits.
	defer func(ctx context.Context) {
		// Do not make the application hang when it is shutdown.
		ctx, cancel = context.WithTimeout(ctx, time.Second*5)
		defer cancel()
		if err := tp.Shutdown(ctx); err != nil {
			log.Fatal(err)
		}
	}(ctx)

	tr := tp.Tracer("component-main")

	ctx, span := tr.Start(ctx, "foo")
	defer span.End()

	bar(ctx)
}

func bar(ctx context.Context) {
	// Use the global TracerProvider.
	tr := otel.Tracer("component-bar")
	_, span := tr.Start(ctx, "bar")
	span.SetAttributes(attribute.Key("testset").String("value"))
	defer span.End()

	// Do bar...
}

Trace context的跨服务传播

为了跨服务传播Trace context需要注册一个propagator ，通常在创建注册TracerProvider之后执行。

func initTracer() (*sdktrace.TracerProvider, error) {
	// Create stdout exporter to be able to retrieve
	// the collected spans.
	exporter, err := stdout.New(stdout.WithPrettyPrint())
	if err != nil {
		return nil, err
	}

	// For the demonstration, use sdktrace.AlwaysSample sampler to sample all traces.
	// In a production application, use sdktrace.ProbabilitySampler with a desired probability.
	tp := sdktrace.NewTracerProvider(
		sdktrace.WithSampler(sdktrace.AlwaysSample()),
		sdktrace.WithBatcher(exporter),
	)
	otel.SetTracerProvider(tp)
	otel.SetTextMapPropagator(propagation.NewCompositeTextMapPropagator(propagation.TraceContext{}, propagation.Baggage{}))
	return tp, err
}

如上注册了两种propagator ：TraceContext和Baggage，因此可以使用这两种数据结构传播上下文。

TraceContext

下面是gorilla/mux的服务端代码，通过 trace.SpanFromContext(r.Context())从请求的context构建span，当然也可以通过tracer.Start(c.Context(), "getUser", oteltrace.WithAttributes(attribute.String("id", id)))这种方式启动一个新的span：

func TestPropagationWithCustomPropagators(t *testing.T) {
	prop := propagation.TraceContext{}

	r := httptest.NewRequest("GET", "/user/123", nil)
	w := httptest.NewRecorder()

	ctx := trace.ContextWithRemoteSpanContext(context.Background(), sc)
	prop.Inject(ctx, propagation.HeaderCarrier(r.Header))

	var called bool
	router := mux.NewRouter()
	router.Use(Middleware("foobar", WithPropagators(prop)))
	router.HandleFunc("/user/{id}", http.HandlerFunc(func(w http.ResponseWriter, r *http.Request) {
		called = true
		span := trace.SpanFromContext(r.Context())
        defer span.End()
		assert.Equal(t, sc, span.SpanContext())
		w.WriteHeader(http.StatusOK)
	}))

	router.ServeHTTP(w, r)
	assert.True(t, called, "failed to run test")
}

baggage

下面是使用baggage的客户端和服务端代码，需要注意的是，客户端需要使用otelhttp。

客户端代码：

package main

import (
	"context"
	"flag"
	"fmt"
	"io/ioutil"
	"log"
	"net/http"
	"time"

	"go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"

	"go.opentelemetry.io/otel"
	"go.opentelemetry.io/otel/baggage"
	stdout "go.opentelemetry.io/otel/exporters/stdout/stdouttrace"
	"go.opentelemetry.io/otel/propagation"
	sdktrace "go.opentelemetry.io/otel/sdk/trace"
	semconv "go.opentelemetry.io/otel/semconv/v1.10.0"
	"go.opentelemetry.io/otel/trace"
)

func initTracer() (*sdktrace.TracerProvider, error) {
	// Create stdout exporter to be able to retrieve
	// the collected spans.
	exporter, err := stdout.New(stdout.WithPrettyPrint())
	if err != nil {
		return nil, err
	}

	// For the demonstration, use sdktrace.AlwaysSample sampler to sample all traces.
	// In a production application, use sdktrace.ProbabilitySampler with a desired probability.
	tp := sdktrace.NewTracerProvider(
		sdktrace.WithSampler(sdktrace.AlwaysSample()),
		sdktrace.WithBatcher(exporter),
	)
	otel.SetTracerProvider(tp)
	otel.SetTextMapPropagator(propagation.NewCompositeTextMapPropagator(propagation.TraceContext{}, propagation.Baggage{}))
	return tp, err
}

func main() {
	tp, err := initTracer()
	if err != nil {
		log.Fatal(err)
	}
	defer func() {
		if err := tp.Shutdown(context.Background()); err != nil {
			log.Printf("Error shutting down tracer provider: %v", err)
		}
	}()
	url := flag.String("server", "http://localhost:7777/hello", "server url")
	flag.Parse()

	client := http.Client{Transport: otelhttp.NewTransport(http.DefaultTransport)}

	bag, _ := baggage.Parse("username=donuts")
	ctx := baggage.ContextWithBaggage(context.Background(), bag)

	var body []byte

	tr := otel.Tracer("example/client")
	err = func(ctx context.Context) error {
		ctx, span := tr.Start(ctx, "say hello", trace.WithAttributes(semconv.PeerServiceKey.String("ExampleService")))
		defer span.End()
		req, _ := http.NewRequestWithContext(ctx, "GET", *url, nil)

		fmt.Printf("Sending request...\n")
		res, err := client.Do(req)
		if err != nil {
			panic(err)
		}
		body, err = ioutil.ReadAll(res.Body)
		_ = res.Body.Close()

		return err
	}(ctx)

	if err != nil {
		log.Fatal(err)
	}

	fmt.Printf("Response Received: %s\n\n\n", body)
	fmt.Printf("Waiting for few seconds to export spans ...\n\n")
	time.Sleep(10 * time.Second)
	fmt.Printf("Inspect traces on stdout\n")
}

服务端代码：

package main

import (
	"context"
	"io"
	"log"
	"net/http"

	"go.opentelemetry.io/contrib/instrumentation/net/http/otelhttp"

	"go.opentelemetry.io/otel"
	"go.opentelemetry.io/otel/attribute"
	"go.opentelemetry.io/otel/baggage"
	stdout "go.opentelemetry.io/otel/exporters/stdout/stdouttrace"
	"go.opentelemetry.io/otel/propagation"
	"go.opentelemetry.io/otel/sdk/resource"
	sdktrace "go.opentelemetry.io/otel/sdk/trace"
	semconv "go.opentelemetry.io/otel/semconv/v1.10.0"
	"go.opentelemetry.io/otel/trace"
)

func initTracer() (*sdktrace.TracerProvider, error) {
	// Create stdout exporter to be able to retrieve
	// the collected spans.
	exporter, err := stdout.New(stdout.WithPrettyPrint())
	if err != nil {
		return nil, err
	}

	// For the demonstration, use sdktrace.AlwaysSample sampler to sample all traces.
	// In a production application, use sdktrace.ProbabilitySampler with a desired probability.
	tp := sdktrace.NewTracerProvider(
		sdktrace.WithSampler(sdktrace.AlwaysSample()),
		sdktrace.WithBatcher(exporter),
		sdktrace.WithResource(resource.NewWithAttributes(semconv.SchemaURL, semconv.ServiceNameKey.String("ExampleService"))),
	)
	otel.SetTracerProvider(tp)
	otel.SetTextMapPropagator(propagation.NewCompositeTextMapPropagator(propagation.TraceContext{}, propagation.Baggage{}))
	return tp, err
}

func main() {
	tp, err := initTracer()
	if err != nil {
		log.Fatal(err)
	}
	defer func() {
		if err := tp.Shutdown(context.Background()); err != nil {
			log.Printf("Error shutting down tracer provider: %v", err)
		}
	}()

	uk := attribute.Key("username")

	helloHandler := func(w http.ResponseWriter, req *http.Request) {
		ctx := req.Context()
		span := trace.SpanFromContext(ctx) // span为Hello
        defer span.End()
		bag := baggage.FromContext(ctx)
		span.AddEvent("handling this...", trace.WithAttributes(uk.String(bag.Member("username").Value())))

		_, _ = io.WriteString(w, "Hello, world!\n")
	}

    // otelhttp.NewHandler会在处理请求的同时创建一个名为Hello的span
	otelHandler := otelhttp.NewHandler(http.HandlerFunc(helloHandler), "Hello")

	http.Handle("/hello", otelHandler)
	err = http.ListenAndServe(":7777", nil)
	if err != nil {
		log.Fatal(err)
	}
}

上述代码生成的链路跟踪如下，client的HTTP GET会调用server端的Hello。Server的Hello span是在处理请求时生成的，上述用的是otelhttp，其他registry也是类似的处理方式。

使用如下代码则可以启动两个独立的span，可以表示两个并行的任务：

	helloHandler := func(w http.ResponseWriter, req *http.Request) {
		ctx := req.Context()
		ctx, span1 := tracer.Start(ctx, "span1 proecss", trace.WithLinks())
		defer span1.End()
		bag := baggage.FromContext(req.Context())
		span1.SetAttributes(attribute.String("span1", "test1"))
		span1.AddEvent("span1 handling this...", trace.WithAttributes(uk.String(bag.Member("username").Value())))

		ctx, span2 := tracer.Start(req.Context(), "span2 proecss", trace.WithLinks())
		defer span2.End()
		span2.SetAttributes(attribute.String("span2", "test2"))
		span2.AddEvent("span2 handling this...", trace.WithAttributes(uk.String(bag.Member("username").Value())))

		_, _ = io.WriteString(w, "Hello, world!\n")
	}

此外还可以通过baggage.NewKeyValueProperty("key", "value")等方式创建baggage。

注：baggage要遵循W3C Baggage 规范。

支持otel的工具

官方给出了很多Registry，如Gorilla Mux、GORM、Gin-gonic、gRPC等。更多可以参见官方代码库。

采样

provider := sdktrace.NewTracerProvider(
	sdktrace.WithSampler(sdktrace.AlwaysSample()),
)

• AlwaysSample：采集每条链路信息
• NeverSample ：不采集
• TraceIDRatioBased：按比例采集，即如果将其设置.5，则表示采集一半链路信息
• ParentBased：根据传入的采样决策表现不同。通常会父span已采样的span进行采样，而不会对父span未采样的span进行采样。

生产中可以考虑使用TraceIDRatioBased和ParentBased。

参考

• Opentelemetry 官方指导